{"id":"W4416089888","doi":"10.1177/08404704251390914","title":"Beyond Digitalization: Essential Information Technology and Procurement Insights for Successful interRAI System Adoption","year":2025,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Procurement; Software; Information technology; Software versioning; Information system; License; Work (physics); Service (business)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001411685,0.0001914957,0.0001993068,0.001353858,0.0004332931,0.0003609668,0.0002281984,0.0001744839,0.00000544036],"category_scores_gemma":[0.00001870476,0.0001867803,0.00004403399,0.0009982378,0.00006294273,0.002843235,0.0002626012,0.0001009667,0.00003594151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001261012,"about_ca_system_score_gemma":0.00002496033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005392119,"about_ca_topic_score_gemma":0.0001480062,"domain_scores_codex":[0.9986929,0.000003789449,0.0005592299,0.0002175363,0.0001923298,0.0003342541],"domain_scores_gemma":[0.9990677,0.000005684982,0.0003690201,0.000237922,0.0003096456,0.0000100858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004317209,0.00001699875,0.003277288,0.003424031,0.00003864677,7.600539e-7,0.0000322132,0.00001409372,0.000001333045,0.9395996,0.007096697,0.04645521],"study_design_scores_gemma":[0.002682006,0.0001055445,0.003033692,0.0008345713,0.0001306073,0.000004441567,0.02007399,0.01219961,0.0001612151,0.107389,0.8528538,0.0005314933],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07333959,0.001006941,0.4687102,0.09006423,0.004193867,0.009947215,0.00004494554,0.003136703,0.3495563],"genre_scores_gemma":[0.9950039,0.00004817147,0.0003508306,0.003417338,0.00008474525,0.0005183032,0.0002417533,0.000009847969,0.0003250862],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9216644,"threshold_uncertainty_score":0.761668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004837105641986505,"score_gpt":0.22235989281435,"score_spread":0.2175227871723635,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}